├── LSTM&GAN ├── 11711335_report.pdf ├── Assignment 3.pdf ├── Part 1 │ ├── __pycache__ │ │ ├── dataset.cpython-37.pyc │ │ └── lstm.cpython-37.pyc │ ├── dataset.py │ ├── figures │ │ ├── lstm_10.png │ │ ├── lstm_3.png │ │ ├── lstm_30.png │ │ ├── lstm_5.png │ │ ├── vanilla_30.png │ │ └── vanilla_5.png │ ├── lstm.py │ ├── part1.ipynb │ ├── train.py │ ├── vanilla_rnn.py │ └── vanilla_train.py └── Part 2 │ ├── datasets │ └── bmnist.py │ ├── my_gan.py │ ├── task2.ipynb │ ├── task2_images │ ├── 0.png │ ├── 1000.png │ ├── 11500.png │ ├── 120000.png │ ├── 130000.png │ ├── 13500.png │ ├── 140000.png │ ├── 150000.png │ ├── 16000.png │ ├── 160000.png │ ├── 170000.png │ ├── 185000.png │ ├── 187000.png │ ├── 2000.png │ ├── 20000.png │ ├── 3000.png │ ├── 32000.png │ ├── 41000.png │ ├── 5000.png │ ├── 50000.png │ ├── 60000.png │ ├── 7500.png │ ├── 79500.png │ ├── 80000.png │ ├── 9000.png │ └── 99500.png │ ├── task3.ipynb │ └── task3_images │ ├── 140000.jpg │ ├── 187000_1.jpg │ ├── 187000_2.jpg │ ├── 187000_3.jpg │ ├── 187000_4.jpg │ ├── 187000_5.jpg │ └── 187000_6.jpg ├── Perceptron & MLP ├── 11711335_report.pdf ├── Assignment 1.pdf ├── part1 │ ├── README.md │ ├── perceptron.py │ ├── perceptron_slides.pdf │ ├── result.png │ ├── run_example1.png │ └── run_example2.png ├── part2 │ ├── README.md │ ├── mlp_numpy.py │ ├── modules.py │ ├── part2.ipynb │ ├── task2-default.png │ ├── task2-param.png │ └── train_mlp_numpy.py └── part3 │ ├── README.md │ ├── mlp_numpy.py │ ├── modules.py │ ├── part3-default.png │ ├── part3.ipynb │ └── train_mlp_numpy.py ├── PyTorch_MLP&CNN&RNN ├── 11711335_report.pdf ├── Assignment 2.pdf ├── Part 1 │ ├── cifar.py │ ├── compare_cancer.py │ ├── figures │ │ ├── mlp_cifar.jpg │ │ ├── numpy_cancer.png │ │ ├── numpy_moons.png │ │ ├── pytorch_cancer.png │ │ └── pytorch_moons.png │ ├── mlp_numpy.py │ ├── modules.py │ ├── part1.ipynb │ ├── pytorch_mlp.py │ ├── pytorch_train_mlp.py │ └── train_mlp_numpy.py ├── Part 2 │ ├── cnn_model.py │ ├── cnn_train.py │ ├── figures 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